Expert level of detection of interictal discharges with a deep neural network.

Journal: Epilepsia
Published Date:

Abstract

OBJECTIVE: Deep learning methods have shown potential in automating the detection of interictal epileptiform discharges (IEDs) in electroencephalography (EEG). We compared IED detection using our previously trained deep neural network with a group of experts to assess its potential applicability.

Authors

  • Marleen C Tjepkema-Cloostermans
    Department of Clinical Neurophysiology and Neurology, Medisch Spectrum Twente, Enschede, The Netherlands. Electronic address: m.tjepkema-cloostermans@mst.nl.
  • Martijn R Tannemaat
    Department of Neurology, Leiden University Medical Center, Leiden, the Netherlands.
  • Luuk Wieske
    Department of Neurology and Clinical Neurophysiology, Amsterdam Neuroscience, Amsterdam University Medical Centers, Location AMC, Amsterdam, the Netherlands; Department of Clinical Neurophysiology, St. Antonius Hospital, Nieuwegein, the Netherlands.
  • Anne-Fleur van Rootselaar
    Department of Clinical Neurophysiology, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands.
  • Bas C Stunnenberg
    Department of Neurology and Clinical Neurophysiology, Rijnstate Hospital, Arnhem, The Netherlands.
  • Hanneke M Keijzer
    Department of Neurology and Clinical Neurophysiology, Rijnstate Hospital, Arnhem, The Netherlands.
  • Johannes H T M Koelman
    Department of Clinical Neurophysiology, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands.
  • Selma C Tromp
    Department of Clinical Neurophysiology, St. Antonius Hospital, Nieuwegein, The Netherlands.
  • Ioana Dunca
    Department of Neurology Centrul Medical Emerald, Bucharest, Romania.
  • Baukje J van der Star
    Department of Clinical Neurophysiology, Medisch Spectrum Twente, Enschede, The Netherlands.
  • Myrthe E de Koning
    Department of Clinical Neurophysiology, Medisch Spectrum Twente, Enschede, The Netherlands.
  • Michel J A M van Putten
    Department of Clinical Neurophysiology, MIRA-Institute for Biomedical Technology and Technical Medicine, University of Twente & Medisch Spectrum Twente, Enschede, The Netherlands. m.j.a.m.vanputten@utwente.nl.